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Semi-Supervised Semantic Segmentation

Models that are trained with a small number of labeled examples and a large number of unlabeled examples and whose aim is to learn to segment an image (i.e. assign a class to every pixel).

Papers

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Showing 1–25 of 190 papers

TitleStatusHype
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic SegmentationCode3
Min-Max Similarity: A Contrastive Semi-Supervised Deep Learning Network for Surgical Tools SegmentationCode3
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic SegmentationCode2
Bidirectional Copy-Paste for Semi-Supervised Medical Image SegmentationCode2
XNet: Wavelet-Based Low and High Frequency Fusion Networks for Fully- and Semi-Supervised Semantic Segmentation of Biomedical ImagesCode2
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic SegmentationCode2
LaserMix for Semi-Supervised LiDAR Semantic SegmentationCode2
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-LabelsCode2
Fast Online Object Tracking and Segmentation: A Unifying ApproachCode2
RS-MTDF: Multi-Teacher Distillation and Fusion for Remote Sensing Semi-Supervised Semantic SegmentationCode1
Semi-supervised Semantic Segmentation for Remote Sensing Images via Multi-scale Uncertainty Consistency and Cross-Teacher-Student AttentionCode1
Uncertainty-Participation Context Consistency Learning for Semi-supervised Semantic SegmentationCode1
Beyond Pixels: Semi-Supervised Semantic Segmentation with a Multi-scale Patch-based Multi-Label ClassifierCode1
SS-ADA: A Semi-Supervised Active Domain Adaptation Framework for Semantic SegmentationCode1
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic SegmentationCode1
Towards the Uncharted: Density-Descending Feature Perturbation for Semi-supervised Semantic SegmentationCode1
Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label PairsCode1
Training Vision Transformers for Semi-Supervised Semantic SegmentationCode1
RankMatch: Exploring the Better Consistency Regularization for Semi-supervised Semantic SegmentationCode1
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language GuidanceCode1
Switching Temporary Teachers for Semi-Supervised Semantic SegmentationCode1
NP-SemiSeg: When Neural Processes meet Semi-Supervised Semantic SegmentationCode1
Improving Semi-Supervised Semantic Segmentation with Dual-Level Siamese Structure NetworkCode1
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic SegmentationCode1
Missing Modality Robustness in Semi-Supervised Multi-Modal Semantic SegmentationCode1
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